In this tutorial, we work with the Fable 5 Traces dataset from Hugging Face and construct a full workflow round actual coding-agent hint knowledge. We begin by organising a light-weight atmosphere that avoids fragile dependencies similar to datasets, scikit-learn, and scipy. Then we manually obtain and parse the merged JSONL file to maintain the pocket…
Liquid AI shipped LFM2.5-230M, it’s the corporate’s smallest mannequin up to now. The launch targets a selected job: working agentic duties on telephones, robots, and automation units. Both the bottom and instruction-tuned checkpoints are open-weight on Hugging Face. The pitch is slim on function. This just isn’t a basic reasoning mannequin. It is constructed for…
DeepSeeokay launched DSpark, a speculative decoding framework, with open-source checkpoints and coaching code. It is a serving optimization, not a new mannequin. The checkpoints DeepSeek-V4-Pro-DSpark and DeepSeek-V4-Flash-DSpark reuse the present V4 weights, with a draft module connected. The DeepSeeokay analysis group additionally open-sourced DeepSpec, an MIT-licensed codebase for coaching and evaluating speculative decoding drafters. The…
Meta launched Astryx this week. It is an open-source design system, at the moment in Beta. The challenge grew inside Meta’s monorepo over eight years. Astryx is constructed on React and StyleX. StyleX is Meta’s compile-time CSS engine. TL;DR Astryx is Meta’s open-source, agent-ready React design system, now in Beta. It pairs StyleX styling with…
In this tutorial, we discover the Open-SWE-Traces dataset as a sensible useful resource for finding out and making ready agentic software-engineering trajectories for fine-tuning. We stream the dataset straight from Hugging Face, so we will work with a big dataset effectively in Google Colab with out downloading all the pieces regionally. We examine particular person…
A brand new Cursor study experiences that newer coding brokers usually retrieve recognized fixes as a substitute of deriving them, inflating standard benchmark scores. Reward hacking means a mannequin earns the reward with out doing the meant work. Here the reward is a passing take a look at. The meant work is deriving the bug…
Perplexity launched Computer for Counsel. It is an agentic AI system constructed for authorized groups. The product extends Perplexity Computer, the corporate’s LLM-agnostic agentic system. It is accessible now to Perplexity Enterprise and Max subscribers. Lawyers lose hours to administrative work. Computer for Counsel targets that work instantly. Nearly 75% of attorneys name administrative duties…
OpenAI has begun a restricted preview of GPT-5.6, its next-generation mannequin collection. The lineup splits into three named tiers: Sol, Terra, and Luna. Sol is the flagship. Terra targets on a regular basis manufacturing work. Luna is the quick, low-cost choice. OpenAI is beginning with a small group of trusted companions by the API and…
SAP aligns fragmented commerce data constructions to allow operational AI personalisation on the execution layer. Enterprise management routinely establishes aims to anticipate buyer necessities and ship related interactions throughout digital touchpoints. However, the precise infrastructure working inside these enterprises fails to assist systematic execution on the required quantity. Recommendation engines show generic product listings as…